{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pima Indians Diabetes Data Set_SVM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 首先 import 必要的模块\n",
    "import pandas as pd \n",
    "import numpy as np\n",
    "\n",
    "#SVM并不能直接输出各类的概率，所以在这个例子中我们用正确率作为模型预测性能的度量\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 线性SVM正则参数调优\n",
    "\n",
    "这里使用LinearSVC，因为基于liblinear实现线性SVM ，比基于libsvm实现的线性SVC／NuSVC更快，同时\n",
    "可采用更多正则选择（L1/L2）和损失函数选择"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#input data\n",
    "train = pd.read_csv(\"FE_pima-indians-diabetes.csv\")\n",
    "y_train = train['Target']   \n",
    "X_train = train.drop([\"Target\"], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=5, error_score='raise-deprecating',\n",
       "       estimator=LinearSVC(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
       "     intercept_scaling=1, loss='squared_hinge', max_iter=1000,\n",
       "     multi_class='ovr', penalty='l2', random_state=None, tol=0.0001,\n",
       "     verbose=0),\n",
       "       fit_params=None, iid='warn', n_jobs=4,\n",
       "       param_grid={'penalty': ['l1', 'l2'], 'C': [0.001, 0.01, 0.1, 1, 10, 100, 1000]},\n",
       "       pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n",
       "       scoring='accuracy', verbose=0)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#线性SVM\n",
    "from sklearn.svm import LinearSVC\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "\n",
    "\n",
    "Cs = [0.001, 0.01, 0.1, 1, 10, 100, 1000]\n",
    "penaltys=['l1','l2']\n",
    "parameters=dict(penalty=penaltys,C=Cs)\n",
    "linearSVC=LinearSVC(dual=False)\n",
    "grid_accuracy = GridSearchCV(linearSVC, parameters,scoring='accuracy',cv=5, n_jobs = 4,return_train_score = True )\n",
    "\n",
    "grid_accuracy.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.7721354166666666\n",
      "{'C': 0.01, 'penalty': 'l2'}\n"
     ]
    }
   ],
   "source": [
    "print(grid_accuracy.best_score_)\n",
    "print(grid_accuracy.best_params_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1476x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#画图查看结果\n",
    "test_means_accuracy=grid_accuracy.cv_results_['mean_test_score']\n",
    "test_stds_accuracy=grid_accuracy.cv_results_['std_test_score']\n",
    "train_means_accuracy=grid_accuracy.cv_results_['mean_train_score']\n",
    "train_stds_accuracy=grid_accuracy.cv_results_['std_train_score']\n",
    "n_Cs=len(Cs)\n",
    "n_penaltys=len(penaltys)\n",
    "test_scores_accuracy=np.array(test_means_accuracy).reshape(n_Cs,n_penaltys)\n",
    "train_scores_accuracy=np.array(train_means_accuracy).reshape(n_Cs,n_penaltys)\n",
    "test_stds_accuracy=np.array(test_stds_accuracy).reshape(n_Cs,n_penaltys)\n",
    "train_stds_accuracy=np.array(train_stds_accuracy).reshape(n_Cs,n_penaltys)\n",
    "\n",
    "x_axis=np.log10(Cs)\n",
    "#x_axis=Cs\n",
    "for i,v in enumerate(penaltys):\n",
    "    plt.errorbar(x_axis,test_scores_accuracy[:,i],yerr=test_stds_accuracy[:,i],elinewidth=2,capsize=4,label=penaltys[i]+'Test')\n",
    "    plt.errorbar(x_axis,train_scores_accuracy[:,i],yerr=train_stds_accuracy[:,i],elinewidth=2,capsize=4,label=penaltys[i]+'Train')\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(20.5, 20)\n",
    "plt.legend()\n",
    "plt.xlabel('C')\n",
    "plt.ylabel('scores_accuracy')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图给出了L1正则和L2正则下、不同正则参数C对应的模型在训练集上测试集上的accuracy，可以看出在训练集上C越大，正确率先上涨然后逐渐平稳和测试结果匹配；\n",
    "看测试集的结果（蓝色线和绿色线），当C>0时L1和L2表现差不多，L1和L2的区别在于前半段-2到0，也就是C=0.01到1的区间，可以看到在X=-2(C=0.01)的时候，L2的红绿线其实已经和后面平稳差不多了\n",
    "而L1的蓝黄线差距还是很大"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### RBF核SVM正则参数调优\n",
    "\n",
    "RBF核是SVM最常用的核函数。\n",
    "RBF核SVM 的需要调整正则超参数包括C（正则系数，一般在log域（取log后的值）均匀设置候选参数）和核函数的宽度gamma\n",
    "C越小，决策边界越平滑； \n",
    "gamma越小，决策边界越平滑。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=5, error_score='raise-deprecating',\n",
       "       estimator=SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
       "  decision_function_shape='ovr', degree=3, gamma='auto_deprecated',\n",
       "  kernel='rbf', max_iter=-1, probability=False, random_state=None,\n",
       "  shrinking=True, tol=0.001, verbose=False),\n",
       "       fit_params=None, iid='warn', n_jobs=4,\n",
       "       param_grid={'C': [0.001, 0.01, 0.1, 1, 10, 100, 1000], 'gamma': [1e-06, 1e-05, 0.0001, 0.001, 0.01, 0.1, 1]},\n",
       "       pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n",
       "       scoring='accuracy', verbose=0)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.svm import SVC\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "\n",
    "Cs = [0.001, 0.01, 0.1, 1, 10, 100, 1000]\n",
    "gammas = [1e-6,1e-5,0.0001,0.001, 0.01, 0.1, 1]\n",
    "param_grid = {'C': Cs, 'gamma' : gammas}\n",
    "grid = GridSearchCV(SVC(kernel='rbf'), param_grid,scoring='accuracy', cv=5, n_jobs = 4,return_train_score = True)\n",
    "\n",
    "grid.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.7682291666666666\n",
      "{'C': 100, 'gamma': 0.001}\n"
     ]
    }
   ],
   "source": [
    "print(grid.best_score_)\n",
    "print(grid.best_params_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1476x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#画图查看结果\n",
    "test_means_svm_rbf=grid.cv_results_['mean_test_score']\n",
    "test_stds_svm_rbf=grid.cv_results_['std_test_score']\n",
    "train_means_svm_rbf=grid.cv_results_['mean_train_score']\n",
    "train_stds_svm_rbf=grid.cv_results_['std_train_score']\n",
    "n_gamma=len(gammas)\n",
    "n_Cs=len(Cs)\n",
    "test_scores_svm_rbf=np.array(test_means_svm_rbf).reshape(n_Cs,n_gamma)\n",
    "train_scores_svm_rbf=np.array(train_means_svm_rbf).reshape(n_Cs,n_gamma)\n",
    "test_stds_svm_rbf=np.array(test_stds_svm_rbf).reshape(n_Cs,n_gamma)\n",
    "train_stds_svm_rbf=np.array(train_stds_svm_rbf).reshape(n_Cs,n_gamma)\n",
    "\n",
    "x_axis=np.log10(Cs)\n",
    "for i,v in enumerate(gammas):\n",
    "    plt.errorbar(x_axis,test_scores_svm_rbf[:,i],yerr=test_stds_svm_rbf[:,i],elinewidth=2,capsize=4,label=str(gammas[i])+'Test')\n",
    "    plt.errorbar(x_axis,train_scores_svm_rbf[:,i],yerr=train_stds_svm_rbf[:,i],elinewidth=2,capsize=4,label=str(gammas[i])+'Train')\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(20.5, 20) \n",
    "plt.legend()\n",
    "plt.xlabel( 'log(C)' )                                                                                                      \n",
    "plt.ylabel( 'accuary' )\n",
    "#pyplot.savefig('SVMGridSearchCV_C.png' )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从图中看到不同参数结果差异还是很大的，可以在图中训练集和测试集相对稳定的组合\n",
    "从图中看存在几个疑问：\n",
    "1. 结果是{'C': 100, 'gamma': 0.001}时效果最好，也就是图中X=2时的粉色和灰色的线，但是在此点，gamma=0.0001的结果似乎更好？如何看画出来的结果图？\n",
    "2. 为啥会出现最上面两条线的情况，结果有点夸张该如何解释？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1476x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_axis=np.log10(gammas)\n",
    "for i,v in enumerate(Cs):\n",
    "    plt.errorbar(x_axis,test_scores_svm_rbf[:,i],yerr=test_stds_svm_rbf[:,i],elinewidth=2,capsize=4,label=str(Cs[i])+'Test')\n",
    "    plt.errorbar(x_axis,train_scores_svm_rbf[:,i],yerr=train_stds_svm_rbf[:,i],elinewidth=2,capsize=4,label=str(Cs[i])+'Train')\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(20.5, 20) \n",
    "plt.legend()\n",
    "plt.xlabel( 'log(gamma)' )                                                                                                      \n",
    "plt.ylabel( 'accuary' )\n",
    "#plt.savefig('SVMGridSearchCV_C.png' )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "同样我换了一个横坐标画图来查看结果是否一致，这次以gamma为横坐标\n",
    "从图中看存在几个疑问：\n",
    "1. 结果是{'C': 100, 'gamma': 0.001}时效果最好，也就是图中X=-3时的蓝色和橙色线，但是在此点，明显测试集合训练集结果差异很大\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 结果比较"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用LinearSVC计算出的结果如下：\n",
    "正确率：0.7721354166666666\n",
    "最佳参数{'C': 0.01, 'penalty': 'l2'}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用RBF核SVM计算出的结果如下：\n",
    "正确率：0.7682291666666666\n",
    "最佳参数{'C': 100, 'gamma': 0.001}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上次用Logistic回归的结果如下\n",
    "\n",
    "GridSearchCV（5折）： 0.774739583333\n",
    "\n",
    "LogisticRegressionCV: 0.771606824548"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到，用SVM的结果似乎还是上次Logistic的结果好，所以当我们拿到数据时，要如何选择模型去调试？"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
